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This project provides a comprehensive analytical breakdown of the tragic Air India Flight AI171 crash using real-world data, statistical modeling, visualizations, and simulated insights.

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✈️ Crash Analytics

An Advanced Data-Driven Analysis of Air India Flight AI171 Crash

This project provides a comprehensive analytical breakdown of the tragic Air India Flight AI171 crash using real-world data, statistical modeling, visualizations, and simulated insights. It leverages ADS-B trajectory, casualty data, emergency response metrics, and public reports to explore causes, severity, and survivability.


πŸ“Š Project Highlights

  • πŸ”₯ Fatality Rate Modeling β€” onboard vs ground casualties with Monte Carlo simulations
  • ✈️ Flight Profile Reconstruction β€” climb/descent path using ADS-B-based estimates
  • 🧠 Crash Cause Probability β€” updated using breaking news and Bayesian intuition
  • πŸ§ͺ Emergency Resource Mapping β€” breakdown of response team deployments and infrastructure
  • 🧬 Survivor Analysis β€” seat location, hatch escape route, and timeline
  • πŸ“‰ Comparative Analysis β€” benchmarking against India’s deadliest aviation incidents
  • 🧭 Investigation Scorecard β€” readiness evaluation based on international coordination and black box recovery

πŸ”§ Tech Stack

  • Python 3.9+
  • Pandas – for structured data analysis
  • Matplotlib / Seaborn – for beautiful plots
  • NumPy – for simulation and numeric work
  • (Optional): textblob, plotly, dash – for NLP/sentiment or dashboards

πŸ“ File Structure

β”œβ”€β”€ Air_India_Crash_Analytics.ipynb       # Base notebook
β”œβ”€β”€ Air_India_Crash_Analytics_Enhanced.ipynb  # Updated version with advanced analysis
β”œβ”€β”€ casualty_metrics.png                  # Key visualizations
β”œβ”€β”€ pilot_experience.png
β”œβ”€β”€ dna_processing_pie.png
β”œβ”€β”€ README.md

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This project provides a comprehensive analytical breakdown of the tragic Air India Flight AI171 crash using real-world data, statistical modeling, visualizations, and simulated insights.

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